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作 者:李博 罗玉岚[3] 樊娟 郭小铭 李梦华 LI Bo;LUO Yulan;FAN Juan;GUO Xiaoming;LI Menghua(CCTEG Xi’an Research Institute(Group)Co.,Ltd.,Xi’an 710077,China;Shaanxi Key Laboratory of Prevention and Control Technology for Coal Mine Water Hazard,Xi’an 710077,China;Key Laboratory of Karst Geological Resources and Environment,Ministry of Education,Guizhou University,Guiyang 550025,China;College of Resources and Environmental Engineering,Guizhou University,Guiyang 550025,China)
机构地区:[1]中煤科工西安研究院(集团)有限公司,陕西西安710077 [2]陕西省煤矿水害防治技术重点实验室,陕西西安710077 [3]贵州大学喀斯特地质资源与环境教育部重点实验室,贵州贵阳550025 [4]贵州大学资源与环境工程学院,贵州贵阳550025
出 处:《煤田地质与勘探》2023年第6期1-12,共12页Coal Geology & Exploration
基 金:陕西省煤矿水害防治技术重点实验室开放基金项目(2020SKMS01);国家自然科学基金项目(42162022);贵州省科技计划项目(黔科合支撑〔2020〕4Y048);贵州省优秀青年科技人才资助项目(黔科合平台人才〔2021〕5626号)。
摘 要:多源信息融合评价技术是煤层底板突水预测的重要手段,该方法在应用过程中存在专业技术要求高、评价过程复杂繁琐且智能化水平不足的问题。根据突水危险性评价技术流程特点,系统阐述煤层底板突水多源信息综合评价系统的设计原则、设计思路、开发模式和开发方式。构建具有普适性的煤层底板突水评价指标体系、权重计算方法和危险性评价模型等系统核心功能。以GIS技术为基础支撑,依托Visual Studio开发平台,合理调用三方控件(WindowsForm控件、DevExpress控件、ArcEngine控件),引入随机森林机器学习方法,集成开发从数据处理、存储、权重运算、专题图制作到评价结果可视化输出等多功能一体化的煤层底板突水危险性综合评价系统,实现从源数据到评价结果可视化呈现的“一”系统,使煤层底板突水评价技术更加简便和高效,解决了现有技术依赖多平台计算、评价步骤分离化大且智能化水平低的问题。The evaluation technology of multi-source information fusion is an important method for the prediction of water inrush from the coal seam floor.However,this method has the deficiencies,such as high professional technical re-quirements,complicated and tedious evaluation process,and insufficient intelligence during its application.In this study,the design principle,design idea,development mode,and development method of a multi-source information compre-hensive evaluation system for water inrush from coal seam bottom were systematically described according to the char-acteristics of the technical process of water inrush risk evaluation.The key functions of system were built,including the universal evaluation index system of water inrush from coal seam floor,the weight calculation methods and the risk evaluation model.Based on the GIS technology and the Visual Studio development platform,the third-party controls(WindowsForm control,DevExpress control,and ArcEngine control)were reasonably invoked,and a random forest ma-chine learning method was introduced.In this way,a comprehensive evaluation system for the risk of water inrush from coal seam floor was developed,integrating multiple functions from data processing,storage,weighting operation,them-atic map production to the visualization output of evaluation results.Thus,the"one"system was implemented from source data to visual presentation of evaluation results,which makes the evaluation technology of water inrush from coal seam floor more simple and efficient,and solves the problems of existing technology relying on multi-platform calcula-tion,large separation of evaluation steps and low intelligent level.
关 键 词:底板突水 多源信息 评价系统 设计开发 随机森林
分 类 号:TD745[矿业工程—矿井通风与安全]
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